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- Awards
Junior Achievement Hall of Fame
By: Hubert Joly
Inducted into the Junior Achievement of the Upper-Midwest Business Hall of Fame in 2018. View Details
- 2020
- Working Paper
Machine Learning for Pattern Discovery in Management Research
Supervised machine learning (ML) methods are a powerful toolkit for discovering robust patterns in quantitative data. The patterns identified by ML could be used as an observation for further inductive or abductive research, but should not be treated as the result of a... View Details
Keywords: Machine Learning; Theory Building; Induction; Decision Trees; Random Forests; K-nearest Neighbors; Neural Network; P-hacking; Analytics and Data Science; Analysis
Choudhury, Prithwiraj, Ryan Allen, and Michael G. Endres. "Machine Learning for Pattern Discovery in Management Research." Harvard Business School Working Paper, No. 19-032, September 2018. (Revised June 2020.)
- January 2021
- Article
Machine Learning for Pattern Discovery in Management Research
By: Prithwiraj Choudhury, Ryan Allen and Michael G. Endres
Supervised machine learning (ML) methods are a powerful toolkit for discovering robust patterns in quantitative data. The patterns identified by ML could be used for exploratory inductive or abductive research, or for post-hoc analysis of regression results to detect... View Details
Keywords: Machine Learning; Supervised Machine Learning; Induction; Abduction; Exploratory Data Analysis; Pattern Discovery; Decision Trees; Random Forests; Neural Networks; ROC Curve; Confusion Matrix; Partial Dependence Plots; AI and Machine Learning
Choudhury, Prithwiraj, Ryan Allen, and Michael G. Endres. "Machine Learning for Pattern Discovery in Management Research." Strategic Management Journal 42, no. 1 (January 2021): 30–57.
- April 1987 (Revised April 1992)
- Background Note
Games of Strategy: An Introduction
An introduction to the formal analysis of strategic situations. Ideas of game trees, backwards induction, and dominated strategies are introduced. The methods of backwards induction to find optimal strategies is related to the method of successive eliminations of... View Details
Krishna, Vijay. "Games of Strategy: An Introduction." Harvard Business School Background Note 187-159, April 1987. (Revised April 1992.)
The Entrepreneurial Gap: How Managers Adjust Span of Accountability and Span of Control to Implement Business Strategy
This HBS working paper focuses on the relationship between business strategy, organization structure, and diagnostic control systems. The project analyzes data from 75 field studies to illustrate how managers adjust span of accountability and span of control to... View Details
- Research Summary
The Meaning-Making of Meaningful Work
This stream of research considers cultural processes of meaning-making. In an ongoing inductive case study of a consulting firm, I examine what makes certain kinds of work meaningful and what role the interpretation of organizational communications plays in this... View Details
- August 2018 (Revised September 2018)
- Supplement
LendingClub (B): Decision Trees & Random Forests
By: Srikant M. Datar and Caitlin N. Bowler
This case builds directly on the LendingClub (A) case. In this case students follow Emily Figel as she builds two tree-based models using historical LendingClub data to predict, with some probability, whether borrower will repay or default on his loan.
... View Details
... View Details
Keywords: Data Science; Data Analytics; Decision Trees; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction
Datar, Srikant M., and Caitlin N. Bowler. "LendingClub (B): Decision Trees & Random Forests." Harvard Business School Supplement 119-021, August 2018. (Revised September 2018.)
- Research Summary
Overview
Professor McDonald studies how firms successfully navigate new markets. He examines how widely accepted strategic prescriptions can actually undermine managers’ attempts to develop a viable business model or stake out a defining new market position, and considers the... View Details
- 2010
- Other Unpublished Work
Fashioning an Industry: Cognitive Processes and the Construction of Worth in the Institutionalization of a New Industry
By: Mukti Khaire
This inductive study of the high-end fashion industry in India explores how the worth of a new industry is constructed. Interviews with entrepreneurs and constituents of the field revealed that the worth of the industry was constructed through framing by early... View Details
- 31 Jan 2011
- News
Texas Christian University honors James I. Cash Jr.
- 2023
- Working Paper
Senior Team Emotional Dynamics and Strategic Decision Making at a Platform Transition
By: Timo O. Vuori and Michael L. Tushman
Based on an inductive case study, we develop an emotional-temporal process model of an incumbent’s
strategic decision making at a platform transition. We describe the senior team’s emotional response to
this transition and the impact of these emotions on their... View Details
Vuori, Timo O., and Michael L. Tushman. "Senior Team Emotional Dynamics and Strategic Decision Making at a Platform Transition." Harvard Business School Working Paper, No. 23-054, March 2023.
- January 2004 (Revised February 2005)
- Background Note
A Note on Methodological Fit in Management Field Research
By: Amy C. Edmondson and Stacy McManus
To use in doctoral-level management courses on the design of field research methods. Advocates the importance of fit, or internal consistency, among the different elements of a field research project. Although the scientific method provides an essential framework for... View Details
Edmondson, Amy C., and Stacy McManus. "A Note on Methodological Fit in Management Field Research." Harvard Business School Background Note 604-072, January 2004. (Revised February 2005.)
Kris Johnson Ferreira
Kris Ferreira is the Edgerley Family Associate Professor of Business Administration in the Technology and Operations Management (TOM) Unit. She teaches the Supply Chain Management course in the MBA elective curriculum and analytics in numerous Executive Education... View Details
Keywords: retailing
- Article
A Theories-in-Use Approach to Building Marketing Theory
By: G. Zaltman, Valarie A. Zeithaml, Bernard Jaworski, Ajay K. Kohli, Kapil R. Tuli and Wolfgang Ulaga
This article’s objective is to inspire and provide guidance on the development of marketing knowledge based on the theories-in-use (TIU) approach. The authors begin with a description of the TIU approach and compare it with other inductive and deductive research... View Details
Keywords: Building Theory; Grounded Theory; Theories-in-use; Theory Construction; Theory Development; Marketing; Knowledge; Theory
Zaltman, G., Valarie A. Zeithaml, Bernard Jaworski, Ajay K. Kohli, Kapil R. Tuli, and Wolfgang Ulaga. "A Theories-in-Use Approach to Building Marketing Theory." Journal of Marketing 84, no. 1 (January 2020): 32–51.
- 2022
- Working Paper
Category Kings or Commoners? Marketing Shaping and Its Consequences in Nascent Categories
By: Rory McDonald
For a new market category to materialize, someone must actively bring it into existence. Yet it remains a mystery how entrepreneurs, whose resources are stretched thin, can accomplish this task. Prior research emphasizes the importance of market-shaping... View Details
- July 2001 (Revised March 2003)
- Background Note
Running and Growing the Small Company: Project-Paper Writing Recommendations
Students are required to do a team project. During the project, they are to do a benchmarking study of a business process to determine best practice or to study a single business process for the purposes of discovering improvement opportunities. The student teams are... View Details
Spear, Steven J. "Running and Growing the Small Company: Project-Paper Writing Recommendations." Harvard Business School Background Note 602-022, July 2001. (Revised March 2003.)
- February 2018
- Teaching Note
Still Leading Series—Issues in Transitioning to New Forms of Service Later in Life
By: Rosabeth Moss Kanter, Rakesh Khurana, James Honan and Ai-Ling Jamila Malone
The Still Leading case series includes an introductory note, “Still Leading (A): Issues in Transitioning to New Forms of Service Later in Life” and 10 supplementary cases that cover the transition of highly accomplished and prolific leaders (Hon. Robert McDonald, Hon.... View Details